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overfit. In DICTIOUS you will not only get to know all the dictionary meanings for the word
overfit, but we will also tell you about its etymology, its characteristics and you will know how to say
overfit in singular and plural. Everything you need to know about the word
overfit you have here. The definition of the word
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English
Etymology
From over- + fit.
Verb
overfit (third-person singular simple present overfits, present participle overfitting, simple past and past participle overfitted)
- (statistics) To use a statistical model that has too many parameters relative to the size of the sample leading to a good fit with the sample data but a poor fit with new data.
- Antonym: underfit
2004, Mark T.D. Cronin, Predicting Chemical Toxicity and Fate, CRC Press, →ISBN, page 169:In all modeling techniques, and neural networks in particular, care must be taken not to overtrain or overfit the model. If possible, models should be interpreted in terms of their mechanistic meaning.
2007, Kenneth P. Burnham, David R. Anderson, Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach, Springer Science & Business Media, →ISBN, page 250:If your strategy is to always fit and use the global model, you will probably overfit the model (i.e., include unnecessary variables).
Translations
statistics: to use a statistical model that has too many parameters
See also